AI Visibility Scorecard
Assemblum
assemblum.com · Nonprofits
Borderline visible. AI bots can crawl Assemblum, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#706,614 of 827,020 in Nonprofits for AI visibility
4
AI Naming Predictability
iRarely named · 4/100
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Assemblum
from our crawl and measurement
"Assemblum is a shared desktop workspace for your team and AI. Discuss an idea, turn it into work, and keep your project together in Assemblum Cloud." That is how Assemblum introduces itself. When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.4/10, Assemblum is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What will youmake together?
Join the beta ↗Start with a project invitation.Your project owner can send you a personal invitation. Open it to get the installer and join your shared project.Assemblum is currently welcoming teams by invitation.For macOS & Windows · Invitation-based beta
Is this your brand?
The exact fixes for Assemblum
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Assemblum.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/assemblum
Cite this score: Engagemii (2026). "AEO Score for Assemblum." Retrieved from https://engagemii.com/aeo/brands/assemblum
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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